Overview

Dataset Statistics

Number of Variables	18
Number of Rows	11534
Missing Cells	0
Missing Cells (%)	0.0%
Duplicate Rows	0
Duplicate Rows (%)	0.0%
Total Size in Memory	2.2 MB
Average Row Size in Memory	203.0 B
Variable Types	Categorical: 4 Numerical: 14

Dataset Insights

SHOTS_ON_GOAL and CORNERS have similar distributions	Similar Distribution
SHOTS_OFF_GOAL and CORNERS have similar distributions	Similar Distribution
BLOCKED_SHOTS and GOALKEEPER_SAVES have similar distributions	Similar Distribution
SHOTS_ON_GOAL is skewed	Skewed
SHOTS_OFF_GOAL is skewed	Skewed
BLOCKED_SHOTS is skewed	Skewed
CORNERS is skewed	Skewed
THROW_IN is skewed	Skewed
GOALKEEPER_SAVES is skewed	Skewed
FOULS is skewed	Skewed

COMPLETED_PASSES is skewed	Skewed
TACKLES is skewed	Skewed
ATTACKS is skewed	Skewed
DANGEROUS_ATTACKS is skewed	Skewed
ID has a high cardinality: 11534 distinct values	High Cardinality
ID has constant length 10	Constant Length
OFFSIDES has constant length 1	Constant Length
YELLOW_CARDS has constant length 1	Constant Length
RED_CARDS has constant length 1	Constant Length
ID has all distinct values	Unique

SHOTS_ON_GOAL has 1111 (9.63%) zeros	Zeros
SHOTS_OFF_GOAL has 813 (7.05%) zeros	Zeros
BLOCKED_SHOTS has 3721 (32.26%) zeros	Zeros
FREE_KICKS has 1066 (9.24%) zeros	Zeros
CORNERS has 1095 (9.49%) zeros	Zeros
THROW_IN has 8491 (73.62%) zeros	Zeros
GOALKEEPER_SAVES has 2889 (25.05%) zeros	Zeros
COMPLETED_PASSES has 6335 (54.92%) zeros	Zeros
TACKLES has 5602 (48.57%) zeros	Zeros
ATTACKS has 4374 (37.92%) zeros	Zeros

DANGEROUS_ATTACKS has 4377 (37.95%) zeros	Zeros

Variables

ID

categorical

Approximate Distinct Count	11534
Approximate Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory Size	844.8 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	10
Standard Deviation	0
Median	10
Minimum	10
Maximum	10

Sample

1st row	I7XF6FSRH2
2nd row	KGJs2ZzqH2
3rd row	6XHk0D5eH2
4th row	KIrtyAcHH2
5th row	EFETfITFH2

Letter

Count	88544
Lowercase Letter	38858
Space Separator	0
Uppercase Letter	49686
Dash Punctuation	0
Decimal Number	26796

ID contains many words: 11534 words

ID has words of constant length

BALL_POSSESSION

numerical

Approximate Distinct Count	78
Approximate Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	51.01
Minimum	13
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

BALL_POSSESSION is skewed left (γ1 = -0.018)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	13
5-th Percentile	31
Q1	42
Median	51
Q3	60
95-th Percentile	71
Maximum	96
Range	83
IQR	18

Descriptive Statistics

Mean	51.01
Standard Deviation	12.2995
Variance	151.2782
Sum	588349
Skewness	-0.01801
Kurtosis	-0.4106
Coefficient of Variation	0.2411

BALL_POSSESSION has 8 outliers

GOAL_ATTEMPTS

numerical

Approximate Distinct Count	25
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	7.2468
Minimum	0
Maximum	24
Zeros	46
Zeros (%)	0.4%
Negatives	0
Negatives (%)	0.0%

GOAL_ATTEMPTS is skewed right (γ1 = 0.6598)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	2
Q1	5
Median	7
Q3	9
95-th Percentile	14
Maximum	24
Range	24
IQR	4

Descriptive Statistics

Mean	7.2468
Standard Deviation	3.5168
Variance	12.368
Sum	83585
Skewness	0.6598
Kurtosis	0.5596
Coefficient of Variation	0.4853

GOAL_ATTEMPTS is not normally distributed (p-value 2.0681415750210155e-05)

GOAL_ATTEMPTS has 241 outliers

SHOTS_ON_GOAL

numerical

Approximate Distinct Count	14
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.6959
Minimum	0
Maximum	15
Zeros	1111
Zeros (%)	9.6%
Negatives	0
Negatives (%)	0.0%

SHOTS_ON_GOAL is skewed right (γ1 = 0.8515)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	4
95-th Percentile	6
Maximum	15
Range	15
IQR	3

Descriptive Statistics

Mean	2.6959
Standard Deviation	1.874
Variance	3.5118
Sum	31094
Skewness	0.8515
Kurtosis	0.9627
Coefficient of Variation	0.6951

SHOTS_ON_GOAL is not normally distributed (p-value 3.916189896454147e-11)

SHOTS_ON_GOAL has 84 outliers

SHOTS_OFF_GOAL

numerical

Approximate Distinct Count	15
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.9985
Minimum	0
Maximum	15
Zeros	813
Zeros (%)	7.0%
Negatives	0
Negatives (%)	0.0%

SHOTS_OFF_GOAL is skewed right (γ1 = 0.8414)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	2
Median	3
Q3	4
95-th Percentile	7
Maximum	15
Range	15
IQR	2

Descriptive Statistics

Mean	2.9985
Standard Deviation	1.9592
Variance	3.8385
Sum	34585
Skewness	0.8414
Kurtosis	0.9955
Coefficient of Variation	0.6534

SHOTS_OFF_GOAL is not normally distributed (p-value 5.169461121944539e-11)

SHOTS_OFF_GOAL has 292 outliers

BLOCKED_SHOTS

numerical

Approximate Distinct Count	14
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	1.5524
Minimum	0
Maximum	13
Zeros	3721
Zeros (%)	32.3%
Negatives	0
Negatives (%)	0.0%

BLOCKED_SHOTS is skewed right (γ1 = 1.3311)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	1
Q3	2
95-th Percentile	5
Maximum	13
Range	13
IQR	2

Descriptive Statistics

Mean	1.5524
Standard Deviation	1.6126
Variance	2.6005
Sum	17905
Skewness	1.3311
Kurtosis	2.3441
Coefficient of Variation	1.0388

BLOCKED_SHOTS is not normally distributed (p-value 1.1511530136912282e-14)

BLOCKED_SHOTS has 303 outliers

FREE_KICKS

numerical

Approximate Distinct Count	27
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	6.927
Minimum	0
Maximum	29
Zeros	1066
Zeros (%)	9.2%
Negatives	0
Negatives (%)	0.0%

FREE_KICKS is skewed right (γ1 = 0.024)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	5
Median	7
Q3	9
95-th Percentile	13
Maximum	29
Range	29
IQR	4

Descriptive Statistics

Mean	6.927
Standard Deviation	3.6417
Variance	13.2618
Sum	79896
Skewness	0.024
Kurtosis	0.2218
Coefficient of Variation	0.5257

FREE_KICKS is not normally distributed (p-value 1.7888334761327276e-05)

FREE_KICKS has 118 outliers

CORNERS

numerical

Approximate Distinct Count	15
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.877
Minimum	0
Maximum	16
Zeros	1095
Zeros (%)	9.5%
Negatives	0
Negatives (%)	0.0%

CORNERS is skewed right (γ1 = 0.9168)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	3
Q3	4
95-th Percentile	7
Maximum	16
Range	16
IQR	3

Descriptive Statistics

Mean	2.877
Standard Deviation	2.0539
Variance	4.2185
Sum	33183
Skewness	0.9168
Kurtosis	1.0636
Coefficient of Variation	0.7139

CORNERS is not normally distributed (p-value 2.0006579256078951e-10)

CORNERS has 165 outliers

OFFSIDES

categorical

Approximate Distinct Count	8
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	1
2nd row	1
3rd row	0
4th row	6
5th row	2

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (0, 1) take over 50.0%

OFFSIDES has words of constant length

THROW_IN

numerical

Approximate Distinct Count	37
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.9926
Minimum	0
Maximum	39
Zeros	8491
Zeros (%)	73.6%
Negatives	0
Negatives (%)	0.0%

THROW_IN is skewed right (γ1 = 1.8664)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	5
95-th Percentile	15
Maximum	39
Range	39
IQR	5

Descriptive Statistics

Mean	2.9926
Standard Deviation	5.5966
Variance	31.3215
Sum	34517
Skewness	1.8664
Kurtosis	3.0879
Coefficient of Variation	1.8701

THROW_IN is not normally distributed (p-value 5.883790766461872e-25)

THROW_IN has 1056 outliers

GOALKEEPER_SAVES

numerical

Approximate Distinct Count	11
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	1.5368
Minimum	0
Maximum	10
Zeros	2889
Zeros (%)	25.1%
Negatives	0
Negatives (%)	0.0%

GOALKEEPER_SAVES is skewed right (γ1 = 1.0472)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	1
Q3	2
95-th Percentile	4
Maximum	10
Range	10
IQR	2

Descriptive Statistics

Mean	1.5368
Standard Deviation	1.3714
Variance	1.8807
Sum	17726
Skewness	1.0472
Kurtosis	1.3701
Coefficient of Variation	0.8923

GOALKEEPER_SAVES is not normally distributed (p-value 4.5195284300739976e-14)

GOALKEEPER_SAVES has 127 outliers

FOULS

numerical

Approximate Distinct Count	21
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	6.71
Minimum	0
Maximum	20
Zeros	25
Zeros (%)	0.2%
Negatives	0
Negatives (%)	0.0%

FOULS is skewed right (γ1 = 0.4478)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	3
Q1	5
Median	7
Q3	8
95-th Percentile	12
Maximum	20
Range	20
IQR	3

Descriptive Statistics

Mean	6.71
Standard Deviation	2.7809
Variance	7.7332
Sum	77393
Skewness	0.4478
Kurtosis	0.2263
Coefficient of Variation	0.4144

FOULS is not normally distributed (p-value 5.436776547834333e-07)

FOULS has 348 outliers

YELLOW_CARDS

categorical

Approximate Distinct Count	8
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (1, 0) take over 50.0%

YELLOW_CARDS has words of constant length

RED_CARDS

categorical

Approximate Distinct Count	4
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

The largest value (0) is over 15.14 times larger than the second largest value (1)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (0, 1) take over 50.0%

The largest value (0) is over 15.14 times larger than the second largest value (1)
RED_CARDS has words of constant length

COMPLETED_PASSES

numerical

Approximate Distinct Count	387
Approximate Unique (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	100.3022
Minimum	0
Maximum	2114
Zeros	6335
Zeros (%)	54.9%
Negatives	0
Negatives (%)	0.0%

COMPLETED_PASSES is skewed right (γ1 = 1.0627)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	204
95-th Percentile	314
Maximum	2114
Range	2114
IQR	204

Descriptive Statistics

Mean	100.3022
Standard Deviation	122.0845
Variance	14904.6172
Sum	1.1569e+06
Skewness	1.0627
Kurtosis	5.5034
Coefficient of Variation	1.2172

COMPLETED_PASSES is not normally distributed (p-value 6.702794273651971e-23)

COMPLETED_PASSES has 7 outliers

TACKLES

numerical

Approximate Distinct Count	26
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	4.2334
Minimum	0
Maximum	29
Zeros	5602
Zeros (%)	48.6%
Negatives	0
Negatives (%)	0.0%

TACKLES is skewed right (γ1 = 0.7435)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	3
Q3	8
95-th Percentile	13
Maximum	29
Range	29
IQR	8

Descriptive Statistics

Mean	4.2334
Standard Deviation	4.7952
Variance	22.994
Sum	48828
Skewness	0.7435
Kurtosis	-0.4287
Coefficient of Variation	1.1327

TACKLES is not normally distributed (p-value 2.1137842872495566e-23)

TACKLES has 15 outliers

ATTACKS

numerical

Approximate Distinct Count	119
Approximate Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	33.9683
Minimum	0
Maximum	139
Zeros	4374
Zeros (%)	37.9%
Negatives	0
Negatives (%)	0.0%

ATTACKS is skewed right (γ1 = 0.0453)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	41
Q3	58
95-th Percentile	77
Maximum	139
Range	139
IQR	58

Descriptive Statistics

Mean	33.9683
Standard Deviation	29.3337
Variance	860.4676
Sum	391790
Skewness	0.04529
Kurtosis	-1.3411
Coefficient of Variation	0.8636

ATTACKS is not normally distributed (p-value 4.826727655790495e-23)

DANGEROUS_ATTACKS

numerical

Approximate Distinct Count	85
Approximate Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	17.5264
Minimum	0
Maximum	96
Zeros	4377
Zeros (%)	38.0%
Negatives	0
Negatives (%)	0.0%

DANGEROUS_ATTACKS is skewed right (γ1 = 0.5971)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	17
Q3	30
95-th Percentile	47
Maximum	96
Range	96
IQR	30

Descriptive Statistics

Mean	17.5264
Standard Deviation	16.9609
Variance	287.6729
Sum	202150
Skewness	0.5971
Kurtosis	-0.3797
Coefficient of Variation	0.9677

DANGEROUS_ATTACKS is not normally distributed (p-value 2.0523817527776074e-23)

DANGEROUS_ATTACKS has 13 outliers

Interactions

Correlations

Pearson Spearman KendallTau

Missing Values

Bar Chart Spectrum Heat Map Dendrogram